{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fc847fba",
   "metadata": {},
   "source": [
    "## 0. 前置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "99b9708a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "478b5549",
   "metadata": {},
   "source": [
    "## 1. 基本属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "15ea73aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_x1=np.arange(0,1.1,0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2639f058",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 标签  \n",
    "plt.title('lines')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "\n",
    "# 数据\n",
    "plt.plot(ar_x1,ar_x1**2)\n",
    "plt.plot(ar_x1,ar_x1**4)\n",
    "# 坐标轴设定\n",
    "plt.xlim(0,2)\n",
    "plt.ylim(0,2)\n",
    "plt.xticks([0,0.4,0.8,1.2,1.6,2])\n",
    "plt.yticks([0,0.4,0.8,1.2,1.6,2])\n",
    "plt.legend(['y=x^2',\"y=X^4\"])\n",
    "# 保存图片\n",
    "plt.savefig('../src/imgs/pyplot_1.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca7fb395",
   "metadata": {},
   "source": [
    "## 2. 子画布,figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "308a1d0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_x2=np.arange(0,2*np.pi,0.01) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db4ebf93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8,6英寸，Dots Per Inch每英寸点数，facecolor画布颜色\n",
    "fig_1=plt.figure(figsize=(8,6),dpi=80,facecolor='green')\n",
    "# (2,1,1) 是分法：2 行 1 列第 1 块。\n",
    "# === add_subplot(211)\n",
    "ax_1=fig_1.add_subplot(2,1,1)  #创建AxesSubplot类（子图类）\n",
    "\n",
    "plt.title('lines')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.xlim(0,1)\n",
    "plt.ylim(0,1)\n",
    "plt.xticks([0,0.2,0.4,0.6,0.8,1])\n",
    "plt.yticks([0,0.2,0.4,0.6,0.8,1])\n",
    "plt.plot(ar_x1,ar_x1**2,ar_x1,ar_x1**4)\n",
    "plt.legend(['y=x^2',\"y=X^4\"])\n",
    "\n",
    "#(4)创建第二幅子图，并在该子图中绘制y=sin(x),y=cos(x)\n",
    "ax_2=fig_1.add_subplot(2,1,2) #创建AxesSubplot类（子图类）对象\n",
    "plt.title('sin/cos')\n",
    "plt.xlabel('rad')\n",
    "plt.ylabel('value')\n",
    "plt.xlim(0,2*np.pi)\n",
    "plt.ylim(-1,1)\n",
    "plt.xticks([0,np.pi/2,np.pi,1.5*np.pi,2*np.pi])\n",
    "plt.yticks([-1,-0.5,0,0.5,1])\n",
    "plt.plot(ar_x2,np.sin(ar_x2),ar_x2,np.cos(ar_x2))\n",
    "\n",
    "plt.legend(['sin',\"cos\"])\n",
    "\n",
    "#5.保存并显示图形\n",
    "plt.savefig('../src/imgs/pyplot_2.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a922d09",
   "metadata": {},
   "source": [
    "## 3. 渲染图像,imshow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d838ee70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x277e5ffa7e0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.loadtxt(r\"c:\\Users\\zhengyang\\learning\\mining\\knn\\src\\手写数字识别\\trainDataset\\0_0.txt\", delimiter=\" \")\n",
    "plt.imshow(data,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fa6b54f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x277e6d5cd40>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de9cf8cc",
   "metadata": {},
   "source": [
    "## 4. 分析数据\n",
    "### 4.1 scatter图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a5ac5cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python pickle 序列化对象, 是允许\n",
    "gdp_1 = np.load('../src/data/国民经济核算季度数据.npz',allow_pickle=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "20d5dd4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, '2000年第一季度', 21329.9, ..., 1235.9, 933.7, 3586.1],\n",
       "       [2, '2000年第二季度', 24043.4, ..., 1124.0, 904.7, 3464.9],\n",
       "       [3, '2000年第三季度', 25712.5, ..., 1170.4, 1070.9, 3518.2],\n",
       "       ...,\n",
       "       [67, '2016年第三季度', 190529.5, ..., 15472.5, 12164.1, 37964.1],\n",
       "       [68, '2016年第四季度', 211281.3, ..., 15548.7, 13214.9, 39848.4],\n",
       "       [69, '2017年第一季度', 180682.7, ..., 17213.5, 12393.4, 42443.1]],\n",
       "      shape=(69, 15), dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdp_1['values']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2a142fb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示中文\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei' \n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 标签\n",
    "plt.figure(figsize=(8,7))\n",
    "plt.title('2000-2017年季度生产总值散点图')  # 添加图表标题\n",
    "plt.xlabel('季度')\n",
    "plt.ylabel('季度生产总值（亿元）')\n",
    "\n",
    "# 数据处理\n",
    "ar_data = gdp_1['values']## 提取其中的values数组，二维数组型数据\n",
    "ar_col_name= gdp_1['columns'] ## 提取其中的columns数组，一维数组型数据，作为每一个特征列数据的标题\n",
    "\n",
    "# 生成x、y轴数据（从ar_data中切片获取）\n",
    "ar_x=ar_data[:,0] #  用“序号”列作为横坐标（\"时间\"列是字符串，无法作为横坐标）\n",
    "ar_y1=ar_data[:,3]  \n",
    "ar_y2=ar_data[:,4]\n",
    "ar_y3=ar_data[:,5]\n",
    "\n",
    "# 设置x、y轴刻度\n",
    "rg_xtick_pos=range(1,70,4) #创建刻度位置range，其元素值来源于ar_x，用于指示刻度线的位置。\n",
    "ar_xtick_label=ar_data[0:69:4,1] #创建刻度标签\n",
    "plt.xticks(rg_xtick_pos, ar_xtick_label, rotation=45)\n",
    "\n",
    "plt.scatter(ar_x,ar_y1,color='r', marker='h') #绘制散点图, 形状是六边形\n",
    "plt.scatter(ar_x,ar_y2,color='g', marker='o')\n",
    "plt.scatter(ar_x,ar_y3,color='b', marker='v')\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d2bfc4a",
   "metadata": {},
   "source": [
    "### 4.2 柱形图,bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3eaf978b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ar_block=ar_data[-1,3:6]\n",
    "rg_pos=range(3) \n",
    "\n",
    "# 刻度\n",
    "list_label=['第一产业','第二产业','第三产业']\n",
    "plt.xticks(rg_pos, list_label)\n",
    "plt.bar(rg_pos, ar_block,width = 0.4) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c5974e9",
   "metadata": {},
   "source": [
    "### 4.4 饼图,pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "098ae6a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 这是2017年第一季度第一、二三产业生产总值数组(list、tuple、ndarray皆可)\n",
    "ar_block=ar_data[-1,3:6] \n",
    "# 设置个扇形分块离心半径\n",
    "list_explode = [0.01,0.01,0.01]  #定义饼状图的离心半径列表(list、tuple、ndarray皆可)\n",
    "\n",
    "plt.pie(ar_block,explode=list_explode,labels=list_label,autopct='%5.2f%%')## 绘制饼图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e20fbbc7",
   "metadata": {},
   "source": [
    "## 5. 显示中文 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e12d52d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.rcParams['font.sans-serif'] = 'SimHei' \n",
    "# plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72a95ad0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mining",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
